{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (285532941)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TNWOPLvEtFApF6wkAxUG153no6enBpk2bsGHDhtCAf3R0tOjvXqnKgdjXrl27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\n5xJVAgDYvn07TjvtNAAomlGn3DEH1UoO5CpCNfZ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KCZlMmjThxo4hHpICSQhgl0A4bAcb\nhHwg25IsW7a02ku7++6+b/+Q3jd76rKslXa/nxlm0Lv77vusHr/a57fPJUnu3gZVVVXq7e09NQUF\nAGCGIhwAOClTNd/A0d3dnXcsHo9n/ZwZVpzyPf3005KGJh3bti2v16tjx46dwpICADDzEA4AnBTL\nskbdW2AyHT58WMlkMuuY03MQCoUUDAbzAsu//Mu/6PDhw5Lk7o4s/ak3AQAADCEcADgpUzWkSBoa\nEnTs2LG8zcpM01Q6ndaTTz6pRx55JK98qVRKpmlKUtbk5NweBwAAKh2rFQE4aVPVc2AYhoLBYF4g\ncRr/iURC8Xg8rzymaWYtger8P+EAAIBshINJEI/H5ff7x73E4nTk8XhUW1tb6mKcNMMwFIvFqJdT\nyGmQezweWZaVV77BwcGCv/+J1s3g4KDq6uoUDAZlGIZqa2tl27bS6bRblmQyqXg87jb+q6qq5PF4\nlEqlssKB03sQi8Um+vYBANOE85ng/D9OzsxvNU0DNTU1CofD7rCFmay2trYsxmH7/X41NTUpGo1S\nL6eY8y1+ofKZppn3+z/ZugkGg3nXS6VSSiQSSiaTWSsXJZNJd1hR5gcGPQcAUD5s23Y/E/x+f4lL\nM/MRDgCcFGdp0KkSDAbdb/6d/QpSqZTi8bgSiUReSKmqqsqbo+D0WORObAYAoNIxIRnAqEaadJw5\nXGcqBINB+Xw+pdNpt1ymaSoejyuZTCoSiWQ93+/3K5VKuUEgs7dipP0RAACoRIQDAKMaKRx4vd6s\nnoOxrF4Ui8UmPNwrEonIMIysnY9N09Qzzzyjjo6OgvMIUqmU23uQGQgIBwAAZGNYEYAJsSzL7TXI\nDAeGYbjDfYo5mUa5ZVlKJBJZ+xWYpqkXXnhB0tAwolymabrPTSQSCgQCJ10OAADKET0HAIpyxu8X\nauhn9hDkDi0arSfhZPdGSCQSWXMdMucUFJpHkDkxOrNngTkHAABkIxwAKMrZabhQOMjcTMx5fKyN\n/twdjEdS6DUHBwezAsloQ5QyN0EbGBgY83kAAFQawgGAojIDQCGFehZyVwYqZDzhwLKsvIAQi8Wy\n9kgYLZQ4S53u3r1b0Wh0XGUFAKCSEA4AFBSNRkddL9rZc6DQBmOOQr0OmZOJC8lt7DubnTlCodCo\n18i9nmVZ+uY3v5m1mtF4QgoAAJWAcACgoGQymfUte6YDBw5Ikvr7+7OO5+55UKzxPVqjPHfDMsMw\nsvYvOHr0aNbzR1tONfN6hAMAAIojHAAoKJ1O68SJE1nHnDH67733nqQ/9RwUU2y4z3gmJDuBY6Rw\nMNrwp0yZuyIzIRkAgGyEAwAFpdPpvEZ4Op3WQw89pN///veS8nsOco13VSLbtt1v83PPdXorJKmv\nry/rsdxw8P3vf1+dnZ0Fr+GEjLvvvjvrNQEAAOEAQBGpVEqdnZ1ZjXTLsnTkyBF3OVCn5yC3IR8O\nhwseH8s1Hbnnvvjii7ruuuuyXt+RO6zo2Wef1f79+wtew9nbgGAAAEA+wgGAglKplI4ePZo1Lt+y\nLMViMXdojhMOclf9OXjwYNHXtW276ByBzM3TcicZm6bpTkrO3QU5c+UiR7FJypnDigAAQDbCAYCC\nUqmUent73SE7mQ1z59t3Jxzk7hfwrW99S4899ljB13WeW2jFosz5BYZhZL1u5vyAffv26fnnn3d/\nLjTnoNg8hGLDjQAAAOEAQBGmaaq3t9f92bIsGYahaDTqfvsei8X0ne98J6vnwLIsRSIRHTlypODr\nOj0RhcKB0wPgbFSWuWRpblD4yU9+4v5c6LWc3olDhw5lHX/vvfd0zTXXFCwbAACVjnAAoCBnWJHD\n5/Opvr5esVjMndSbSqX00ksvZTXOnaBgmmbBoT0jLTvqPN/pkchcDSl3ZSHn58cff1zf+973il7n\nq1/9at5j450LAQBApSAcACjINM2sBrnTcI/FYu5xp5GdOS/BCQrpdLpgEDAMQ8lk0n29Qg11p+cg\nczWk3KFLTgg5cOBA3qZo0uh7HwAAgHx8egIoKLcxLknvvPNO1n4DufMRMs9LpVJFJwXHYjEZhpE1\nATmT02OQuc9Cbnls21YqlSpYTolwAADARPDpCVSA8ewE7DzXaXQ//PDD7rKfucN3nDkCYw0HTi9B\nNBp1dz4eqedgpGFFzjVyV0rKfQ0AADB2hAOgAhSasFuM09h2znnyySf1yCOPSMrfEdnpRcgMFE4j\nvlCj3TkWCoXc4JBZNmdzM6dhn9nAL9RDYJpm0XDw/e9/X5///OeLvk8AAJCPcABUgGLhoFCPgtPY\nzvzW3xk+lDmk6KabblJ7e7skKRAISJIikYi7zOlo4SDzmG3bsm3b3R9hYGBA8Xhc8XjcLXuhngPT\nNIsOK0omk3k7KQMAgJERDoAKUFNTU3RoUW5wcIb5ZIaDurq6vPOi0aj7/7NmzZIkNTY2usucFgoH\nlmXJsiwNDAxk9Rw4+xscOnRI6XRakUhE8XhciUTCvU6hEJBMJov2HAAAgPEjHAAVotAE3WQymbdj\nsBMOMp9/4MABHT58eNRrHD9+XD09PZIKhwPbthUMBrOGC2XOOTh8+LASiYTi8bhisZj27Nmjp59+\nWlLhcHDkyJGCKxUBAICJ8ZW6AABOrUQioerq6oLHf/nLX+ZtCOZ8o5+5w3BHR4fuuOOOote49957\ntXfvXh09ejRvzkLuax84cEDHjh3LOp5KpeTz+dTe3q5///d/V29vr/bs2aO+vj79/ve/10033VTw\nuv/8z/9ctEwAAGD86DkAylyxVXveeecd/fSnP3Ub8U6j3gkF41kK9MUXX1RXV1dWb0Hm/ARHVVWV\nvv3tb+u5557LOu70CvT29mrHjh3q7e3V/fff7z5WaL4BAACYfIQDoMxlbiTmiMVieuGFFyTJ7VVw\nhvc4P2f2HEzE8ePH8469//77eQ19Z77BP/zDP2TNY3BEIhF1dHScVFkAAMDYEA6AMues2JPZ8LYs\nyx3as2PHDnV1dbk9BU5IcPYwOBm33HKLnnnmGfd133777YLP83q9OnToUMHHYrGYvvGNb5x0WQAA\nwOgIB0AZS6VSeXsH2LYtj8ejcDgsaWjc/ve+9z03HDhLkZ5sz4E0tGTpwMCAbNtWMplUb29v3nMM\nw5DX6y04DAkAAEwtwgFQxlKplDusyNnAzLZteb1eRSIR93mmaboTkQcHBxWJRNxdkU9WOp2WZVlK\npVI6ceJE1mOWZcnv98s0zYI7JQMAgKnFakVAGbNt2w0HTs+BYRjy+/1uz4GUvUxoLBbTF77whUlr\nrKfTafe1csNBIpFQbW0ty5ECADBNlFU4+MUvfqH29nbV19frK1/5iqShb0E3bdqkgYEBNTU1acOG\nDaqpqZEkbdu2TTt27JDH49GnPvUpLV26VJLU3d2tp59+WqlUSsuWLdOnP/3pkr0nYKKSyaRqa2vV\n39+vjRs3usuBGoYh0zSzlhrNDAeRSKTohmkT4YQDn8+Xt2OxEw4YUgQAwPRQVsOKzjvvPN1yyy1Z\nx7Zv364lS5bozjvv1OLFi7Vt2zZJ0rFjx7Rnzx7dcccd+tznPqdf/vKX7rebztrvd911l06cOKF9\n+/ZN+XsBTpbT4I/FYuru7nbnEkj5y4xmhoPMHoXJkBkOnKFNDqdMhAMAAKaHsgoHixYtUm1tMG5u\nbgAAIABJREFUbdaxtrY2nXfeeZKkVatWqa2tTZL03nvvaeXKlfJ6vWpubtacOXPU1dWlcDisRCKh\nlpaWvHNQPgpt0FWuYrGYJGUtIeocc2SGg2L7IkxUOp2WYRiKxWJ5PRLO7sy5uzQDAIDSKKtwUEg0\nGlUgEJAkNTQ0uMs5hsNhNTY2us9raGhQKBTKO97Y2Mh46DJj23ZWY7hcVVVVSfrTt/OZPQe5vQPO\n78M0Tb3zzjuTWg4nHBTab8EJBblhBQAAlEZZzTkYC2dFlokKhUJZq7xIUiAQmJQ14acDr9crv99f\n6mKcNKc+CtVLIpGQbdsz6n2Ot16cALRnzx63UZ757XzukqJOr8Lvf/97/eY3v5mEEv9JOp2W1+st\nuIwpPQcAgJPlLLQhTc4ePZWu7H+DgUBAkUhEgUBA4XBY9fX1kv7UU+AIhUJqbGwsetzx5ptv6qWX\nXsq6xiWXXKL169ef4neCiWhubs47duzYMaVSKc2bN68EJZoapmnq2LFjWZuHZfaW5G5Glkql8p4z\nWZyeg+7u7oKPSdm9GgAAjIdhGGX9mT7Vyi4c5C6/2Nraqp07d2rdunXatWuXWltb3eNbtmzRRz7y\nEYXDYfX19amlpUWGYai6ulqdnZ1qaWnRrl27dOGFF7qvt2bNGvc1HIFAQP39/W4Dayarrq4ui4aa\nz+dTc3NzwXqJRqNKpVIFv8mersZTL7Zty7KsvPeX+XsotIdBOp3OmpcwWZzr9vT0FH2MngMAwETZ\ntu1+5jmf/5i4sgoHmzdvVkdHhwYHB3Xvvfdq/fr1WrdunZ588knt2LFDs2bN0oYNGyRJ8+fP14oV\nK/TAAw/I6/XqiiuucIccXXHFFVlLmS5btsy9RmNjY1ZPgqO3t7csxrH7fL6yeB+OVCqV936cb6tn\n0vucSL0cPXo062fn/M2bN2vv3r15z0+n06ckGDqTkI8fP17wmpJOSSgBAFSGSplLOFXKKhzceOON\nBY/fdtttBY9ffPHFuvjii/OOL1iwwN0nAeXHtm15POU7F9+yLHk8nrxhPM4fzqeeeqrgak2nqufA\nuVZXV1deOffu3auPfvSjZdHrBgBAOSjfFhJQRLmHAycE5A4rco4Xa4gX6mWZTEeOHMn6+dprr9Xm\nzZtHLBMAAJha5dtCAkbg9XpLXYRTxvmmPncYT+ZypYWYpnlKwsHcuXNHvK5EOAAAYLogHKDiGIZR\n1kudWZalF198Ue3t7VnHR+s5ME3zlDTS3377bf3ud78b8TmEAwAApgfCASrOye51Md0ZhqEtW7a4\nG/45Rmv8n6pwcPjwYd13330jPqeSdqwGAGA6Ixyg4pR7OPB6vXk7IEujN/6TyWRJvsHft2+fdu3a\nNeXXBQAA+cp3bAVQhMfjUSKRUHV1damLckr4/f6C4WC0CceJRKIk4eBrX/valF8TAAAURs8BKo7H\n41EsFit1MU6pQkuSjjbhuFThAAAATB+EA1Qcr9c74XCQuwP3dGPbdtGNzEYLBwMDA4pEIqeqaAAA\nYAZgWBEq0kQ3+zIMQ7ZtT9t5C7ZtF31vPT09euSRR4qe+93vfpeJwQAAVDh6DlBxTnazr+nce+Dx\neIqGA9M09eKLLxY9l2AAAAAIB6g4g4ODRcOBZVmjnj/dG9HxeLzURQAAADMU4QAVJxKJFP12fSwN\n/+kaDpxgQzgAAAATRThAxQmFQkXDwUzuOXBWGhocHCxxSQAAwEzFhGRUnP7+/qINfCccTOdJx8U4\nZS/3ZVoBAMCpQ88BKs7x48eL9hw4k41HWu9/uk1Izi1PNBotUUkAAMBMRzhARUmlUurr6xt1KdOR\nwsF061FwyuqUi70KAADARBEOUFFM01QoFCq6UZijWO/AdByy4wwn8vl8ikaj9BwAAIAJIxygoliW\npXA4rEQiUTAAOMeKhYNoNCqPxzOmictTxZk/4fV61dfXx2pFAABgwggHqDiJRELJZNLd7bgQv9+v\nnp6evOORSEQej0cez/S5dTLfQ09Pz7Ts3QAAADMDqxWhoti2rUQi4W6CVmj+QDKZ1Ntvv63Gxkad\nfvrpWY+Fw2FVV1dPSVkn4sEHH1QoFCp1MQAAwAw1fb7+BCaRZVkFhwgZhqFkMll0h2RpaOz+vffe\nW/A54XB48gs7CZxhTiOtxAQAADAawgHKUiqVUjqdztuvwAkHI61G5PF4FIlEZJrmjFgm1Ov1svEZ\nAACYFIQDlCXDMGRZVt7E4dF6DpwgYdu2Oy/hu9/9rvu4M9l3IiFhtG/0J/qNv9/vJxwAAIBJQThA\n2UqlUnnhwOPxZM05OH78eN55Tm+Bc25nZ6f7mNMIP3r06LjLM9Ik5vb29hF7M0aSTqeL7vgMAAAw\nHoQDlC1nT4M9e/a4xzweT1bPQUdHR9Y5mSsYVVVVSZJOnDjhPp5IJPTYY4/prbfeGvdypl6vt+Bx\n27b1xz/+UX6/f9Tdlws9HolEir42AADAeBAOULZSqZRCoZCCwaB7zOv1KplMuo3sAwcOZDXyC4WD\nYDDoBoRkMqnHHntMkUhkXOHAsqyi3+475Txy5Mio4aDQa4RCIcIBAACYFIQDlK1kMqlQKJS37n8q\nlZLf75c0NDwoc6x/ZjhwlixNp9P60pe+JEnuzsqFhiyNxDTNovMU0um0YrGYdu/ePer+CYWuGQwG\np9W+CwAAYOaiRYGy5Kw0NDAwkNUod755d3oFBgYGsr6NLxQOpKGgkU6n3SCRSqXGNQQomUwqEokU\nfJ5lWYpGo3r33XeLvpZz3dxrxuNxvfXWW/QcAACASUE4QFnq7e2VNDRfIBaLuY1qZ9KvM0woHA7n\n7YPg/FxbW5v1moODg2MKB6ZpyrKsrCVUk8mkBgYGCj7fsiwNDg5q//79Rd+PsyxrLr/fr2eeeYZw\nAAAAJgU7JKMsOUuOhkIhxeNxdyiREw527dqla6+9Vi0tLVlDcpwlUCXp6aefVnNzs/tYLBYbUzhw\nhixlSiQS6uvrkzTU0M9szBuGoWg0qu7u7qLvx9mvwQkvTvBw9mzw+biVAQDAyaPnAGUnFArpW9/6\nliSpoaFBiUTCbfBn7m9gWVbeSj8ej8dt9G/dulU//elP3ccikcio4aBYYIjH4+ru7lY6nXYDivNc\nwzAUi8VkWZYeeOCBguc71/V6vVnDoJz3EwwGsyZeAwAATAThAGWnu7tbx44dU3t7u959992i4UAa\navA73/Q738gXa+Bv3bpV77//vqTi4cDZZC2XaZrau3ev4vG4bNt2/5Okuro6d9L0c889l3e+ZVlu\nGXPDgTNB+mtf+5ruvPPOUX4zAAAAI2MsAsqO02D++7//e0nSRRdd5DbEcxvezvwAj8cjy7Lk9XqL\nhoMXXnjB/f9CS4o6r9Pf36+5c+dm9UjMmjVLe/fulc/nc4cHZc5JyFxRqdCKRJlDnzKv7QyfKjaf\nAQAAYDwIB5MgHo/L7/eXxbhvj8eTNxF3OnMaxzU1NZKGvtHPDQDxeFw1NTXy+/15PQfO47Nnz1Y0\nGh0xHGQyTVOGYWT9rvr7+1VTU6P6+nolk8msx+bNm6e+vj5ZlpV1/MiRI3riiSfcnZelocZ/TU2N\n24vhPJZIJFRdXe1eN51Ou0EIAIBKlfl5nPnFGyZm5rdmp4GamhqFw+GCDc+Zpra2NquhOt05Q4Ey\ny+wEBkcikZDH45FpmgXrKBaLKRAIuN/YjyUcOKsHZV7XMAxt2bJFVVVVuvjii90/VEeOHMlaHSkz\nHLzxxhtZPRLOa2e+B+cPXSgU0rx585ROpzU4OCjbtvP2cAAAoNJkfh4XWhQE40M4QNnJDQfOH4ye\nnp6Cw4GcfRDGEw4KzTnw+/16+OGHlUqldMEFF2jWrFmShoY3hcNhSUNzHObPn++e4xzPVGwn5f7+\nfs2bN88NC85EZgAAgMlCOMCMlrmspyM3HBw4cEDXXntt3t4DDic8jDccOD0AqVTKnbPgrESU2aOQ\nGQByw0ChXppi8xkGBgbc13cQDgAAwGRitSKUnUIN7pEa/s4chfGGA2fCsbM8aWYoKTY0K3eX5EKN\n+0LhIJVKKRQKuUuvOsOjcoMQAADAySAcoKxMZJKu08B2wkGh1YJyZX6Dn06nZRhGVkM9FovplVde\n0e2335513vbt27N+LhQicvdBkIbmTYRCIfX392dNrGZsJQAAmEyEA8x4x48fdxvLlmUV3GdgJBPt\nOcjk8/myegEikYgGBgbU09OT9bz/+7//0ze/+U3355HCQeYQqHg8rnA4rIGBASWTSXdpU2eVJgAA\ngMlAOMCM99vf/tZtLE8kHOT2HIw3HFRVVckwDPX397vHIpFI0fkAow0/yg0eqVRK0WjU/S8UCrmh\nYCYtOwsAAKY/JiRjxnP2HJCGGvjjHVbkPN8Z6z/eYUXO/hZtbW3usb179xZddci5XjgcLhggcq9/\n+PBhvfvuu9q5c6d6enq0ZMkSSdJjjz2md999d9SyAgAAjBXhADOebdsyTVPV1dXu/4/HRFYrchr+\nwWBQTU1NkqSOjg738dy9CzI54eCee+7RwYMH8x6vqqrK+vnAgQP6wQ9+IGloz4TZs2dLGgoHAAAA\nk4lwgLLgbEpm2/a4hxUlEglZliXLstzXGI0TQLq7u91wcOTIkTFfT5L27dtX8Fq58wicfRgc//Ef\n/8EOkAAA4JQgHKAs1NXVSZK8Xu+4hxWZpumGgrGGA6fnoKurS+eee67uvPPOgr0AhcRiMR08eLDo\ndTLnEdi2nRcO/vCHP4zpOgAAAOPFhGSUlZqamnEPK8pcrci27XHNOXBWIxprMJCGwsidd95Z9PHM\ncGAYRtE9EwAAACYb4QBlJ3ejsdFk9hxI41utKBgMjr+Ao8jdu4BwAAAApgrhAGUjmUzqRz/60bi+\nxXfOMwzDDQhj6TmQpOuuu+6U7lC8b98+SYQDAAAwdZhzgLLw+uuv6+WXX9ZLL7007nMzhxU5Q4vG\nIp1Oa9++fQqFQuO+5kh+/etfq7OzU/F4XEuXLiUcAACAKUM4QFn413/91wmf6/QcOD0GY+05kIZW\nKLrlllsmfO1C7r//fknSpZdeKkmntHcCAAAgE8OKUPFM05TH4xnXakVTwenRoOcAAABMFcIBKt5E\nViuaCoQDAAAw1QgHqHhOI3y69hwwrAgAAEwVwgEqnrMvwnhXKzrV6DkAAABTjXCAijddhxU5Oz3T\ncwAAAKYK4QAVL7fnYLoMKzJNU8lkctqEFQAAUP4IB6h4Ts9BOp2eVj0HyWSSIUUAAGBKEQ5Q8abr\nnIPjx4/rqaeeKnUxAABABSEcoOJN13Bgmqa2bNlS6mIAAIAKQjhAxcsMA86kZAAAgEpEOACGeb3e\nadVzAAAAMNUIB8AwwgEAAKh0hANgmNfrlWVZhAMAAFCxCAfAMHoOAABApSMcAMM8Hs+02gQNAABg\nqvlKXYCpct9996mmpkaGYcjj8ej222/X4OCgNm3apIGBATU1NWnDhg2qqamRJG3btk07duyQx+PR\npz71KS1durTE7wCnms/no+cAAABUtIoJB4Zh6POf/7xqa2vdY9u3b9eSJUu0bt06bd++Xdu2bdMn\nPvEJHTt2THv27NEdd9yhUCikn/3sZ7rrrrtkGEYJ3wFONYYVAQCASldRw4pyh4u0tbXpvPPOkySt\nWrVKbW1tkqT33ntPK1eulNfrVXNzs+bMmaOurq4pLy+mFhOSAQBApauYngNJ+tnPfiaPx6M1a9Zo\nzZo1ikajCgQCkqSGhgZFo1FJUjgc1gc+8AH3vIaGBoVCoZKUGVPH6/XKNE3CAQAAqFgVEw7++q//\n2g0ADz30kObOnZv3nLEMGwqFQopEIlnHAoGAfL7y+FV6vV75/f5SF2PMTNOctNdiWBEAADOPYRhu\n26Vc2mOlVDG/wYaGBklSfX29zjnnHHV1dSkQCCgSiSgQCCgcDqu+vt59bmZPQSgUUmNjoyTpzTff\n1EsvvZT12pdcconWr18/Re8EmYLB4KS9ltfrlWEYrFYEAMAMYhiG5s2bV+pilI2KCAfJZFK2bau6\nulrJZFL79+/XJZdcotbWVu3cuVPr1q3Trl271NraKklqbW3Vli1b9JGPfEThcFh9fX1qaWmRJK1Z\ns8Z9niMQCKi/v1+pVGrK39tkq66uViKRKHUxxmwyew58Pp/S6XRZ1CMAAJXCtm319vZKGvosb25u\nLnGJZraKCAfRaFSPP/64DMOQZVn60Ic+pKVLl2rBggXatGmTduzYoVmzZmnDhg2SpPnz52vFihV6\n4IEH5PV6dcUVV7hDjhobG91ehEy9vb2T2lAtFZ/PN6Pex2QOAfL5fLIsi54DAABmENu2Z1TbZbqr\niHDQ3NysL3/5y3nH6+rqdNtttxU85+KLL9bFF198qouGacSZc5BOp0tdFAAAgJKoqKVMgZE4w4ro\nOQAAAJWKcADoT3MX6DkAAACVrCKGFQGj2b59u+rq6jRr1izCAQAAqFiEA0DSfffdJ0n69re/zbAi\nAABQsRhWBGRgEzQAAFDJCAdABsuyGFYEAAAqFuEAyJBOp+k5AAAAFYtwAGRgEzQAAFDJCAdABsIB\nAACoZIQDIINlWQwrAgAAFYtwAGRgzgEAAKhkhAMgA8OKAABAJSMcABkYVgQAACoZ4QDIkE6n6TkA\nAAAVi3AAZGDOAQAAqGSEAyADw4oAAEAlIxwAGQYHB5VIJEpdDAAAgJLwlboAwHTyP//zP/QcAACA\nikU4ADKkUqlSFwEAAKBkGFYEAAAAQBLhAAAAAMAwwgEAAAAASYQDAAAAAMMIBwAAAAAkEQ4AAAAA\nDCMcAAAAAJBEOAAAAAAwjHAAAAAAQBLhAAAAAMAwwgEAAAAASYQDAAAAAMMIBwAAAAAkEQ4AAAAA\nDPOVugDlIB6Py+/3y+eb+b9Oj8ej2traUhdjzBKJRKmLAAAASsgwDLftYhhGiUsz88381uw0UFNT\no3A4LNM0S12Uk1ZbW6vBwcFSF2PMLMsqdREAAEAJ2bbttl38fn+JSzPzMawIAAAAgCTCAQAAAIBh\nhAMAAAAAkggHAAAAAIYRDgAAAABIIhwAAAAAGEY4AAAAACCJcAAAAABgGOEAAAAAgCTCAQAAAIBh\nhAMAAAAAkggHAAAAAIYRDgAAAABIIhwAAAAAGEY4AAAAACCJcAAAAABgGOEAAAAAgCTCAQAAAIBh\nhAMAAAAAkggHAAAAAIYRDgAAAABIIhwAAAAAGEY4AAAAACCJcAAAAABgGOEAAAAAgCTCAQAAAIBh\nhAMAAAAAkggHAAAAAIYRDgAAAABIIhwAAAAAGEY4AAAAACBJ8pW6ANPV3r179eyzz8q2ba1evVrr\n1q0rdZEAAACAU4qegwIsy9KvfvUr3Xrrrbrjjjv09ttvq7e3t9TFAgAAAE4pwkEBXV1dmjNnjpqa\nmuT1erVy5Uq99957pS4WAAAAcEoRDgoIh8NqbGx0f25sbFQoFCphiQAAAIBTjzkH4xQKhRSJRLKO\nBQIB+Xzl8av0er3y+/2lLsaYmaapP//zPye8AQBQgebOnauqqiq37VIu7bFS4jdYQENDgwYGBtyf\nQ6GQ25Pw5ptv6qWXXsp6/qJFi3TDDTeoubl5SssJKZFIyDAMffWrX806bpqm+vr6NHv27BkVdioB\ndTM9US/TE/UyfVE300dNTY3bBguFQvrd736nNWvWZI0CwdgRDgpoaWlRX1+fgsGgAoGAdu/erRtv\nvFGStGbNGrW2trrP7e3t1VNPPaVIJMI/whKorq7WGWeckXe8u7tbTz/9tG6//faCj6N0qJvpiXqZ\nnqiX6Yu6mZ4ikYheeukltba20i6bIMJBAR6PR5/5zGf00EMPybZtnX/++Zo3b56kofkH/GMDAABA\nOSIcFLFs2TItW7as1MUAAAAApgyrFQEAAACQJHnvueeee0pdiJnMtm1VVVXprLPOUnV1damLg2HU\ny/RF3UxP1Mv0RL1MX9TN9ES9nDzDtm17pCf84he/UHt7u+rr6/WVr3zFPd7T06NnnnlGpmmqqalJ\n119/vaqrq/XHP/5Rr7zyivu8o0eP6ktf+pJOP/10d/JOKpXSsmXL9OlPf7rgNYs97+DBg3r22Wd1\n9OhR3XjjjTr33HMLnp9KpfTUU0/pyJEjqqur04033qimpiZJ0sMPP6zOzk4tXLhQN998c8HzBwcH\ntWnTJg0MDKipqUkbNmxQTU2NJGnbtm3asWOHPB6PPvWpT2np0qUlO3/WrFnq6enJq5uDBw/q0Ucf\nVSqVUnV1tTZu3KjGxkb98Y9/1PPPP6/BwUFJQztBO3Wza9cubd26VbZta/78+dq4caMk6dlnn1VH\nR4ekoZUZwuGwmpqalEql1NTUpGAwKMMwtHz5cu3fv19Hjx7VwoULFQwG3TJfe+21Ov300yumbqLR\nqAzDUGNjY949s3XrVh0/fly2besDH/iAPvvZz6q9vV2vvPKKotGoYrGY0um0rrjiCl1wwQXq7u7W\n5s2bNTAwIJ/Pp/POO8+9HzLrZnBwUKFQSM3NzVq2bJlOnDihzs5OzZ07V+l02r1nzjjjDG3evFmD\ng4NasGCBrrvuOnm9XuqlxPXS3t6ujo6OvHuGejn19dLS0qL+/n4lk0mZpinbthUKhSr+fin1Z0wi\nkVA6nVZdXZ0Mw9A555yj9vZ2PmOmwT2zcOFCHT16VLZtKx6Py7ZthcNh7plJPr9YWzj3nolGo/r6\n17+uYDCoJ554QrZty7IsffjDH9batWslSU8//XTBz5hiRu05qK2t1fnnn6+2tjZdcMEF7vFHH31U\nl19+uS677DKlUim1t7dr8eLFOu2007R27VqtXbtWZ555pvbv369LL71UkvT444/rqquu0ic+8Qm9\n9tprqqur0+zZs/OuOdLzli1bpmQyqblz57qThHO9+eabSiQSuvXWW1VVVaXXXntNK1askDS0TGlr\na6u6u7v1oQ99qOD5L774oubPn68NGzYoHA5r//79Ovvss3Xs2DG9/PLL2rhxo1pbW7V582ZdeOGF\nMgyjJOdv375dn/vc5/Lq5kc/+pFWrFihv/mbv1FXV5feeustrV69WoZhaP/+/br77rvV0tKi3bt3\n6zOf+YwMw9B///d/68orr9RnP/tZvfDCC0qn01q0aJGWLl3q1qckHT58WBs2bNC6dev07LPP6oor\nrtCll16qX/3qV7rmmmuUTqeVSCR0ySWX6NOf/rTWrl2rQCBQUXUze/Zsvf/++/L7/Xn3zJw5c7Ri\nxQqtWLFCR48eVX9/vy666CItXLhQ+/fv180336x9+/aps7NTF154oXuj33TTTerr69Px48fV1NSk\n2bNnZ9XNq6++qoULF+qLX/yiXnvtNZ111llau3aturu7deWVV7r3zGuvvabVq1frqquu0oEDBxSJ\nRLRgwQLqpcT1cuLECV144YV59wz1MjX1snr1al199dU688wztWPHDrW2tmrevHkVfb+U+jNmzZo1\nOnz4sD7+8Y/roosu0i9+8Qtdf/31fMZMg3vmjTfe0Lp16/TJT35SZ599tnbu3KmlS5dq/vz5FX/P\nTOb5xdrCufdMbW2tzjnnHPn9fq1evVof/vCHtWrVKv385z/XihUrVF1drba2toKfMcWMOudg0aJF\nqq2tzTve19enRYsWSZKWLFmid999N+85u3fv1sqVKyUN7TqcSCTU0tIiSVq1apXa2tryzhnpeU1N\nTTrttNPyfum52tradN5550mSzj33XL3//vvuY4sXL1ZVVdWYz8+8/nvvvaeVK1fK6/WqublZc+bM\nUVdXV8nOP+200xQMBvPOj0aj+tjHPiZJWrdunY4cOZJ3/qFDhzRr1ix1dXWpp6dHlmW511y5cqXe\nfvvtvNfdtWuX/H6/WlpatG/fPi1cuFAHDhxQbW2tli1bpoGBAbduinVIVULdrFy5UrNnz5Zpmlnn\n9vX1qbu7W+edd56WLFmiUCiUd/4777yjVatWac6cOdq7d68GBwdl27ZaWlq0atUq1dTU5N034XBY\n0WhUH/nIR9xyBYNBd1OYzHvm/fff1/Lly93nOfct9VLaepEK3zPUy6mvl7Vr17plb2lpUWNjo9Lp\ntKTKvl9K/RkzZ84crV27Vm1tbWpoaFBDQ4Pq6+v5jJkG98yqVavU3t4uSaqvr5fH86emZKXfM5N1\n/ljbzLt373YDldfrldfrlTTUg5Z7j4wyUCjLhCckz5s3zy3onj17Cu5QmxsOMpcAbWxsLHjOWJ83\nkszX8Hg8qqmpUSwWG/P50WjUTVUNDQ2KRqMFy9bQ0OCWbevWreru7p7y83N3a3Z0dnZKkjo6OtwP\nuszzd+/erdNOO02hUEhHjx7NujHnzp2b9/sKBoMKBoOaM2eO+1pNTU1u+TPfiyT99re/1YMPPqjn\nnnvOvX5uGcq5bgKBgCzLyir7vHnzFAqFFAgEtGfPHkUikbzznXumoaFBx44dU21trfu6jY2NSqVS\nefdDd3e3bNvW4sWL3ecVumeSyaRqamrcP+SNjY0Kh8N55adeprZeHIXuGeplauuls7NTlmWpurqa\n+0Wl/YyR/lQ3Tr1kjjTgM6a090xfX58efPBB3XfffVq3bp38fj/3jPLbQhMt/1jaws4949SLJA0M\nDGTVS0NDg/tYsXumkAmHg2uuuUavv/66fvjDH8o0TTetODo7O1VVVaX58+dP9BKTZjxpqZDReiok\n6eqrr9aCBQtKdn4mv9+fVTe5nLop1CNUzO7du7VkyZIxPffP/uzPdOedd+r2229XLBbT9u3biz63\nkurGGXaVec9knt/X1zehe2b//v1Z36hNBuplauvlsssuG9M9Q72cunoJh8N66qmndO21147r9aTK\nqhdpaj9jnLHqmfXCZ0xhU3nP+Hw+ffnLX9Zdd92lnTt3KpVKjes1K6leTsX50tA9c+6552a91qxZ\ns7LqxQkhY/2McUx4n4O5c+fq1ltvlSSdOHHC7WLKLLTTayDlp6lQKKTGxkZZlqUf/vAa7PS2AAAI\nv0lEQVSHkqTW1latXbu24PNG8tvf/lZ79+6VJG3cuNG9lvP6iURCdXV1Y35vgUBAkUhEgUBA4XBY\n9fX1I76HUp7/wQ9+MO/8xsZGXXfddQoEAjp06JC2bduWdX53d7dWrlypjo4ONTY2yufzKZlMuucf\nP35cdXV1WXUTDod19dVX69e//rX7Wnv37nW/5QmFQlq8eLGOHTvmTnjxer2ybVuvvPKK3n333Yqq\nm3A4nNXVKg3dM7Nnz9bNN9+sRCKhtrY294PV+X0690woFNLy5cv11ltvKZFIuMd8Pp8aGhr0gx/8\nQNLQPfP+++9n/XEoVvaqqirF43FZlqXf/e532rNnj/uHg3opXb045ZeGxqUePnxYbW1tuuSSS6iX\nKaqX+vp6Pfroo7rsssvU0tKi119/nftFpf2MkYYasz09Pbrqqqvc4RWS+IxR6e8Zp+wNDQ2aP3++\n+vv7uWcm8fyxvO7u3bt1xRVXFPx9OfVy8OBBnXvuue5njNfr1fnnn5+1cFAhY+o5KJTwnAq3LEsv\nv/yyOzHCef6ePXvywkF1dbU6Oztl27Z27dql1tZWeTwebdy4URs3btT69euLPm8kl156qfsa0tA/\n5p07d0oaGvKU2eVS7P1kyjw/8/qtra3avXu3UqmU+vv71dfXl/UHqxTnF5ptvmTJEu3cuVOWZel/\n//d/ddZZZ7nnv/3229qzZ48WLlzoXv/000+Xx+PRW2+9Jcuy3GDn1M0NN9wgv9+v1tZWt27OPvts\nHT58WEuWLNHg4KAOHDigs88+W5LclSps21ZdXZ0uuOCCiqubYDAov9+fdW40GlVra6t27Nihl19+\nWc3Nze75H/zgB9XZ2anly5e711+2bJlqa2tlGIYOHz6sXbt2KR6P65xzznH/va9cuVKmaSoQCOTd\nM4V+l4sXL9Y777yjSy+9VEuWLNFll11GvUyDenG63j/+8Y/rgx/8oDvJkHqZmnrp7u7WqlWr3LHS\njkq/X0r5GZNKpfT8889r+fLlefXCZ0xp75k333zTXVFncHBQhw4dcgMb98zknD9aW7i3t1fxeFxn\nnnmmeywUCrlh0KmXuXPnSvrTZ4xt22praxu192jUpUw3b96sjo4ODQ4Oqr6+XuvXr9f555+vV199\nVa+//rokafny5e4/AGloDOJvfvMbffGLX8x6rZNdyrSrq0tPPPGE4vG4fD6fAoFA1jJejlQqpS1b\ntqinp0e1tbW68cYb1dzcLEn68Y9/rBMnTiiZTKq2tlbXXHON26h1xGIxbdq0SaFQSLNmzdKGDRvc\n7tFt27bprbfektfrzVpyauvWrVq7dq0WLFgwZecHAgEdP35cg4OD8ng8uuiii7R+/Xpt27ZNL7/8\nstLptBobG/WlL33JPX/r1q3atWuXmpubs66fuczcvHnz9OUvf9n9fbz44otKpVK67LLLsurGWcpU\nkj70oQ9px44disfjSqVS8ng8mj17tk4//XRdeeWV7njTSqibWCwmj8ejZDKp+vp6NTc365Of/KQO\nHTqk1157TZFIRD6fT2eccYZ7fkdHh5566il5PJ6s63d3d7vXy11mLrNuzj333Kx75siRIzpx4oT7\nLY7X63W7+WtqajQ4OKgzzjhD119/vbvMHPVSunoxTVOzZ8+WbdtZ9wz1currpbm5WR0dHZo3b55M\n01R/f7+8Xq/8fn9F3y+l/oxxlt087bTTJA0t2RiPx2WaJp8xJb5nnJ4CwzCUTCYVi8VkWZZ8Pl/F\n3zOTef5IbebMe8axf/9+Pf/88zIMQ7Zt68ILL9Tq1aslST/96U8Vi8XyPmOKGTUcAAAAAKgME56Q\nDAAAAKC8EA4AAAAASCIcAAAAABhGOAAAAAAgiXAAAAAAYBjhAAAAAIAkwgEAAACAYYQDAAAAAJII\nBwAAAACGEQ4AAAAASCIcAAAAABhGOAAAAAAgiXAAAAAAYBjhAAAAAIAkwgEAAACAYYQDAAAAAJII\nBwAAAACGEQ4AAAAASCIcAEDF+qu/+iv90z/9U6mLAQCYRggHAIARrV+/Xj/+8Y9LXQwAwBQgHAAA\nAACQRDgAgIqxY8cOrVmzRrNmzdJf/MVfKB6PS5KCwaCuuuoqzZ8/X3PmzNFVV12l7u5uSdI//uM/\natu2bfrqV7+qxsZG3XXXXZKktrY2XX755ZozZ46WL1+uTZs2lex9AQAmD+EAACqAaZq67rrrdNtt\nt6mvr08bNmzQz3/+c0mSbdv6whe+oMOHD+vQoUOqq6vTHXfcIUn6t3/7N1188cX6r//6L4VCIf3n\nf/6nYrGYLr/8ct1yyy06fvy4Hn/8cd1xxx1qa2sr5VsEAEwCwgEAVIBXX31VqVRKd911l7xer264\n4QZdcMEFkqTm5mZdd911qq6uVn19vb7xjW/o5ZdfLvpazzzzjBYvXqy//Mu/lGEYWrVqla6//np6\nDwCgDPhKXQAAwKnX3d2tlpaWrGOLFi2SJA0ODuruu+/Wc889p2AwKNu2FYlEZNu2DMPIe62DBw/q\n1Vdf1ezZsyUN9Tyk02ndeuutp/6NAABOKcIBAFSAM844Q11dXVnHDh06pKVLl+o73/mO9u7dq9df\nf13z5s3Trl27tHr1ajcc5AaEM888Ux/72Mf03HPPTeVbAABMAYYVAUAF+OhHPyqfz6f7779fqVRK\nW7Zs0R/+8AdJUjgcVm1trRobG9XX16d77rkn69zTTjtNBw4ccH++8sor1d7erocfflipVEqmaeqN\nN95gzgEAlAHCAQBUAL/fry1btugnP/mJ5syZo02bNumGG26QJP3d3/2dYrGY5s6dq4suukif+cxn\nss7927/9W23atElz5szR3XffrUAgoOeff16PP/64FixYoAULFujrX/+6kslkKd4aAGASGbZt26Uu\nBAAAAIDSo+cAAAAAgCTCAQAAAIBhhAMAAAAAkggHAAAAAIYRDgAAAABIIhwAAAAAGEY4AAAAACCJ\ncAAAAABgGOEAAAAAgCTp/wHZ7OwInhdkggAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1104ba4d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(meat, aes(x='date', y='beef')) + \\\n",
    "    geom_area()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
